m2

Dataset statistics

Number of variables	21
Number of observations	19695
Missing cells	6738
Missing cells (%)	1.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 MiB
Average record size in memory	168.0 B

Variable types

NUM	21

Warnings

`sysbp` has 206 (1.0%) missing values	Missing
`wbc` has 356 (1.8%) missing values	Missing
`mcv` has 351 (1.8%) missing values	Missing
`plt` has 358 (1.8%) missing values	Missing
`bun` has 207 (1.1%) missing values	Missing
`glu` has 212 (1.1%) missing values	Missing
`crea` has 232 (1.2%) missing values	Missing
`cho` has 214 (1.1%) missing values	Missing
`tg` has 213 (1.1%) missing values	Missing
`hdl` has 206 (1.0%) missing values	Missing
`ldl` has 225 (1.1%) missing values	Missing
`crp` has 207 (1.1%) missing values	Missing
`hgb` has 354 (1.8%) missing values	Missing
`cysc` has 2576 (13.1%) missing values	Missing
`df_index` has unique values	Unique

Reproduction

Analysis started	2020-09-09 07:37:53.680320
Analysis finished	2020-09-09 07:39:29.744960
Duration	1 minute and 36.06 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	19695
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9950.990251
Minimum	0
Maximum	19912
Zeros	1
Zeros (%)	< 0.1%
Memory size	153.9 KiB

Quantile statistics

Minimum	0
5-th percentile	993.7
Q1	4978.5
median	9942
Q3	14924.5
95-th percentile	18921.3
Maximum	19912
Range	19912
Interquartile range (IQR)	9946

Descriptive statistics

Standard deviation	5747.363438
Coefficient of variation (CV)	0.5775669851
Kurtosis	-1.198499481
Mean	9950.990251
Median Absolute Deviation (MAD)	4973
Skewness	0.001239172482
Sum	195984753
Variance	33032186.49
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
12947	1	< 0.1%
6790	1	< 0.1%
4743	1	< 0.1%
19084	1	< 0.1%
17037	1	< 0.1%
10896	1	< 0.1%
8849	1	< 0.1%
14994	1	< 0.1%
2708	1	< 0.1%
Other values (19685)	19685	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
19912	1	< 0.1%
19911	1	< 0.1%
19910	1	< 0.1%
19909	1	< 0.1%
19908	1	< 0.1%

sysbp
Real number (ℝ_≥0)

MISSING

Distinct	336
Distinct (%)	1.7%
Missing	206
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	130.0536627
Minimum	90
Maximum	193
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	90
5-th percentile	101.333336
Q1	115
median	127.333336
Q3	142.33333
95-th percentile	170.66667
Maximum	193
Range	103
Interquartile range (IQR)	27.33333

Descriptive statistics

Standard deviation	20.56889575
Coefficient of variation (CV)	0.1581569893
Kurtosis	0.2206368255
Mean	130.0536627
Median Absolute Deviation (MAD)	13.666664
Skewness	0.6718637101
Sum	2534615.833
Variance	423.0794723
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
125	150	0.8%
120.333336	149	0.8%
124.666664	146	0.7%
120	145	0.7%
124	145	0.7%
123.333336	144	0.7%
127.666664	143	0.7%
121	141	0.7%
129	141	0.7%
122.333336	139	0.7%
Other values (326)	18046	91.6%
(Missing)	206	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90	55	0.3%
90.333336	9	< 0.1%
90.666664	4	< 0.1%
91	2	< 0.1%
91.333336	8	< 0.1%

Value	Count	Frequency (%)
193	6	< 0.1%
192	3	< 0.1%
191.5	1	< 0.1%
191	51	0.3%
190.66667	7	< 0.1%

diabp
Real number (ℝ_≥0)

Distinct	211
Distinct (%)	1.1%
Missing	193
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.81249787
Minimum	50
Maximum	112
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	50
5-th percentile	58
Q1	67.666664
median	75
Q3	83.333336
95-th percentile	96.5
Maximum	112
Range	62
Interquartile range (IQR)	15.666672

Descriptive statistics

Standard deviation	11.61856685
Coefficient of variation (CV)	0.1532539776
Kurtosis	-0.02358622046
Mean	75.81249787
Median Absolute Deviation (MAD)	7.666664
Skewness	0.3858575459
Sum	1478495.333
Variance	134.9910956
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.666664	251	1.3%
75	246	1.2%
75.666664	244	1.2%
71	237	1.2%
73.333336	237	1.2%
71.666664	237	1.2%
77.333336	235	1.2%
73.666664	234	1.2%
74.333336	231	1.2%
76	229	1.2%
Other values (201)	17121	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	42	0.2%
50.333332	10	0.1%
50.666668	18	0.1%
51	27	0.1%
51.333332	49	0.2%

Value	Count	Frequency (%)
112	6	< 0.1%
111	1	< 0.1%
110.5	3	< 0.1%
110.333336	50	0.3%
110	8	< 0.1%

pulse
Real number (ℝ_≥0)

Distinct	191
Distinct (%)	1.0%
Missing	192
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.19197902
Minimum	50.333332
Maximum	105.666664
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	50.333332
5-th percentile	57.333332
Q1	66
median	72.333336
Q3	79.666664
95-th percentile	92
Maximum	105.666664
Range	55.333332
Interquartile range (IQR)	13.666664

Descriptive statistics

Standard deviation	10.39573775
Coefficient of variation (CV)	0.1420338388
Kurtosis	0.08417179563
Mean	73.19197902
Median Absolute Deviation (MAD)	6.666672
Skewness	0.4119839858
Sum	1427463.167
Variance	108.0713633
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73.333336	274	1.4%
74	273	1.4%
71	270	1.4%
72	261	1.3%
71.333336	261	1.3%
68.666664	260	1.3%
67	260	1.3%
74.666664	257	1.3%
70	256	1.3%
69	256	1.3%
Other values (181)	16875	85.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.333332	57	0.3%
50.5	1	< 0.1%
50.666668	18	0.1%
51	16	0.1%
51.333332	69	0.4%

Value	Count	Frequency (%)
105.666664	48	0.2%
105.333336	8	< 0.1%
105	5	< 0.1%
104.666664	10	0.1%
104.5	3	< 0.1%

wbc
Real number (ℝ_≥0)

MISSING

Distinct	765
Distinct (%)	4.0%
Missing	356
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	6.101882672
Minimum	2.94
Maximum	12.2
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	2.94
5-th percentile	3.7
Q1	4.86
median	5.82
Q3	7.08
95-th percentile	9.441
Maximum	12.2
Range	9.26
Interquartile range (IQR)	2.22

Descriptive statistics

Standard deviation	1.757569115
Coefficient of variation (CV)	0.2880371862
Kurtosis	0.8475955069
Mean	6.101882672
Median Absolute Deviation (MAD)	1.08
Skewness	0.8685200037
Sum	118004.309
Variance	3.089049195
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.6	403	2.0%
5.3	390	2.0%
5.1	378	1.9%
5.5	363	1.8%
6	359	1.8%
5.4	358	1.8%
5.8	355	1.8%
4.9	350	1.8%
5	350	1.8%
5.9	348	1.8%
Other values (755)	15685	79.6%
(Missing)	356	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.94	103	0.5%
2.99	1	< 0.1%
3	17	0.1%
3.02	1	< 0.1%
3.03	1	< 0.1%

Value	Count	Frequency (%)
12.2	105	0.5%
12.19	2	< 0.1%
12.1	4	< 0.1%
12	10	0.1%
11.9	4	< 0.1%

mcv
Real number (ℝ_≥0)

MISSING

Distinct	706
Distinct (%)	3.6%
Missing	351
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	91.11849721
Minimum	64.4
Maximum	109.8
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	64.4
5-th percentile	76
Q1	87.6
median	91.8
Q3	95.81
95-th percentile	102.5
Maximum	109.8
Range	45.4
Interquartile range (IQR)	8.21

Descriptive statistics

Standard deviation	7.770628377
Coefficient of variation (CV)	0.0852804712
Kurtosis	1.659431315
Mean	91.11849721
Median Absolute Deviation (MAD)	4.1
Skewness	-0.816923125
Sum	1762596.21
Variance	60.38266538
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	262	1.3%
90	228	1.2%
92	221	1.1%
95	214	1.1%
93	214	1.1%
89	206	1.0%
94	203	1.0%
88	195	1.0%
96	152	0.8%
87	148	0.8%
Other values (696)	17301	87.8%
(Missing)	351	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
64.4	1	< 0.1%
64.5	2	< 0.1%
64.6	101	0.5%
64.8	1	< 0.1%
64.9	2	< 0.1%

Value	Count	Frequency (%)
109.8	101	0.5%
109.7	4	< 0.1%
109.6	2	< 0.1%
109.52	1	< 0.1%
109.5	2	< 0.1%

plt
Real number (ℝ_≥0)

MISSING

Distinct	452
Distinct (%)	2.3%
Missing	358
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	207.3435311
Minimum	58
Maximum	417
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	58
5-th percentile	100
Q1	161
median	204
Q3	250
95-th percentile	326
Maximum	417
Range	359
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	68.23984351
Coefficient of variation (CV)	0.3291148905
Kurtosis	0.193196641
Mean	207.3435311
Median Absolute Deviation (MAD)	44
Skewness	0.3824141484
Sum	4009401.86
Variance	4656.676242
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
208	137	0.7%
190	137	0.7%
204	134	0.7%
200	133	0.7%
210	131	0.7%
196	129	0.7%
189	124	0.6%
172	124	0.6%
195	124	0.6%
188	124	0.6%
Other values (442)	18040	91.6%
(Missing)	358	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
58	109	0.6%
59	9	< 0.1%
60	4	< 0.1%
61	4	< 0.1%
62	7	< 0.1%

Value	Count	Frequency (%)
417	104	0.5%
416	3	< 0.1%
415	1	< 0.1%
414	5	< 0.1%
413	2	< 0.1%

bun
Real number (ℝ_≥0)

MISSING

Distinct	823
Distinct (%)	4.2%
Missing	207
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	15.66301065
Minimum	7.282912
Maximum	29.46652
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	7.282912
5-th percentile	9.523808
Q1	12.57649
median	15.1254
Q3	18.20728
95-th percentile	23.8547165
Maximum	29.46652
Range	22.183608
Interquartile range (IQR)	5.63079

Descriptive statistics

Standard deviation	4.364493263
Coefficient of variation (CV)	0.2786497028
Kurtosis	0.4102920995
Mean	15.66301065
Median Absolute Deviation (MAD)	2.800472
Skewness	0.7125426112
Sum	305240.7516
Variance	19.04880144
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.285712	308	1.6%
13.165264	277	1.4%
14.0056	276	1.4%
12.885152	273	1.4%
14.565824	271	1.4%
14.845936	263	1.3%
12.324928	262	1.3%
13.725488	260	1.3%
12.60504	256	1.3%
15.686272	255	1.3%
Other values (813)	16787	85.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.282912	82	0.4%
7.563024	31	0.2%
7.67474	100	0.5%
7.73076	3	< 0.1%
7.75877	1	< 0.1%

Value	Count	Frequency (%)
29.46652	86	0.4%
29.38249	1	< 0.1%
29.35448	7	< 0.1%
29.29846	1	< 0.1%
29.27045	1	< 0.1%

glu
Real number (ℝ_≥0)

MISSING

Distinct	974
Distinct (%)	5.0%
Missing	212
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	106.5175814
Minimum	63.9
Maximum	276.12
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	63.9
5-th percentile	79.27928
Q1	90.9
median	99.0991
Q3	110.34
95-th percentile	160.36037
Maximum	276.12
Range	212.22
Interquartile range (IQR)	19.44

Descriptive statistics

Standard deviation	30.90294468
Coefficient of variation (CV)	0.2901206006
Kurtosis	12.09344631
Mean	106.5175814
Median Absolute Deviation (MAD)	9.00901
Skewness	3.095201261
Sum	2075282.038
Variance	954.99199
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91.89189	625	3.2%
93.693695	579	2.9%
90.09009	576	2.9%
97.297295	550	2.8%
95.4955	537	2.7%
88.28829	523	2.7%
86.48649	505	2.6%
99.0991	472	2.4%
84.684685	393	2.0%
100.9009	388	2.0%
Other values (964)	14335	72.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63.9	89	0.5%
64.44	3	< 0.1%
64.62	3	< 0.1%
64.86487	105	0.5%
65.16	2	< 0.1%

Value	Count	Frequency (%)
276.12	100	0.5%
273.42	2	< 0.1%
272.7	1	< 0.1%
271.98	1	< 0.1%
271.26	3	< 0.1%

crea
Real number (ℝ_≥0)

MISSING

Distinct	959
Distinct (%)	4.9%
Missing	232
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.7904956773
Minimum	0.4294
Maximum	1.82353
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	0.4294
5-th percentile	0.5311
Q1	0.6554
median	0.7571
Q3	0.8902717
95-th percentile	1.1413
Maximum	1.82353
Range	1.39413
Interquartile range (IQR)	0.2348717

Descriptive statistics

Standard deviation	0.2034374505
Coefficient of variation (CV)	0.2573542859
Kurtosis	4.676645017
Mean	0.7904956773
Median Absolute Deviation (MAD)	0.113
Skewness	1.553254773
Sum	15385.41737
Variance	0.04138679628
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7232	295	1.5%
0.7006	282	1.4%
0.6893	281	1.4%
0.7571	277	1.4%
0.7119	276	1.4%
0.6441	270	1.4%
0.678	265	1.3%
0.7684	257	1.3%
0.7797	255	1.3%
0.6667	254	1.3%
Other values (949)	16751	85.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4294	119	0.6%
0.4407	19	0.1%
0.452	25	0.1%
0.4633	26	0.1%
0.4660635	89	0.5%

Value	Count	Frequency (%)
1.82353	102	0.5%
1.8235298	2	< 0.1%
1.819005	2	< 0.1%
1.8178737	1	< 0.1%
1.8167425	1	< 0.1%

cho
Real number (ℝ_≥0)

MISSING

Distinct	918
Distinct (%)	4.7%
Missing	214
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	188.8221074
Minimum	111.583
Maximum	300.7748
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	111.583
5-th percentile	133.97684
Q1	163.1452
median	185.9546
Q3	211.0836
95-th percentile	254.3828
Maximum	300.7748
Range	189.1918
Interquartile range (IQR)	47.9384

Descriptive statistics

Standard deviation	36.343317
Coefficient of variation (CV)	0.1924738448
Kurtosis	0.1431174359
Mean	188.8221074
Median Absolute Deviation (MAD)	23.79243
Skewness	0.4677698443
Sum	3678443.475
Variance	1320.83669
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300.7748	103	0.5%
286.4865	99	0.5%
115.98	90	0.5%
111.583	85	0.4%
190.9804	61	0.3%
176.44788	60	0.3%
184.4082	58	0.3%
199.4856	57	0.3%
161.38997	57	0.3%
185.7143	56	0.3%
Other values (908)	18755	95.2%
(Missing)	214	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
111.583	85	0.4%
111.583015	2	< 0.1%
111.96912	8	< 0.1%
112.35522	4	< 0.1%
112.74131	5	< 0.1%

Value	Count	Frequency (%)
300.7748	103	0.5%
300.3882	1	< 0.1%
300.0016	2	< 0.1%
299.615	1	< 0.1%
299.2284	1	< 0.1%

tg
Real number (ℝ_≥0)

MISSING

Distinct	947
Distinct (%)	4.9%
Missing	213
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	136.8644796
Minimum	38.055
Maximum	540.735
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	38.055
5-th percentile	53.1
Q1	78.765
median	110.61947
Q3	162.83186
95-th percentile	318.599204
Maximum	540.735
Range	502.68
Interquartile range (IQR)	84.06686

Descriptive statistics

Standard deviation	88.75168037
Coefficient of variation (CV)	0.6484639449
Kurtosis	5.197006382
Mean	136.8644796
Median Absolute Deviation (MAD)	37.17553
Skewness	2.093913936
Sum	2666393.792
Variance	7876.860768
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	168	0.9%
38.055	110	0.6%
74.34	99	0.5%
540.735	95	0.5%
45.13274	91	0.5%
99.11504	90	0.5%
77.88	89	0.5%
79.65	88	0.4%
72.57	86	0.4%
86.73	86	0.4%
Other values (937)	18480	93.8%
(Missing)	213	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.055	110	0.6%
38.94	18	0.1%
39.825	17	0.1%
40.71	21	0.1%
41.595	22	0.1%

Value	Count	Frequency (%)
540.735	95	0.5%
539.85	1	< 0.1%
538.08	1	< 0.1%
533.655	1	< 0.1%
530.115	1	< 0.1%

hdl
Real number (ℝ_≥0)

MISSING

Distinct	379
Distinct (%)	1.9%
Missing	206
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.11923961
Minimum	22.4228
Maximum	97.0366
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	22.4228
5-th percentile	32.0878
Q1	41.7528
median	49.4848
Q3	58.68726
95-th percentile	75.28957
Maximum	97.0366
Range	74.6138
Interquartile range (IQR)	16.93446

Descriptive statistics

Standard deviation	13.13967422
Coefficient of variation (CV)	0.2570397041
Kurtosis	0.5903548264
Mean	51.11923961
Median Absolute Deviation (MAD)	8.17206
Skewness	0.6560850656
Sum	996262.8608
Variance	172.6510387
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.648647	163	0.8%
49.80695	150	0.8%
46.718147	149	0.8%
50.965252	148	0.8%
44.787643	147	0.7%
49.42085	146	0.7%
43.243244	144	0.7%
52.50965	141	0.7%
42.08494	139	0.7%
53.281853	138	0.7%
Other values (369)	18024	91.5%
(Missing)	206	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.4228	106	0.5%
22.8094	7	< 0.1%
23.196	8	< 0.1%
23.5826	9	< 0.1%
23.9692	9	< 0.1%

Value	Count	Frequency (%)
97.0366	98	0.5%
96.65	7	< 0.1%
96.2634	2	< 0.1%
95.8768	3	< 0.1%
95.4902	4	< 0.1%

ldl
Real number (ℝ_≥0)

MISSING

Distinct	838
Distinct (%)	4.3%
Missing	225
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	109.3878884
Minimum	37.8868
Maximum	210.3104
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	37.8868
5-th percentile	61.776062
Q1	87.25869
median	107.0882
Q3	128.3512
95-th percentile	167.1048485
Maximum	210.3104
Range	172.4236
Interquartile range (IQR)	41.09251

Descriptive statistics

Standard deviation	31.82257418
Coefficient of variation (CV)	0.290914969
Kurtosis	0.2469892626
Mean	109.3878884
Median Absolute Deviation (MAD)	20.4898
Skewness	0.4601529808
Sum	2129782.188
Variance	1012.676227
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
210.3104	107	0.5%
37.8868	105	0.5%
180.3089	102	0.5%
43.62934	86	0.4%
92.27799	69	0.4%
113.12741	68	0.3%
108.88031	66	0.3%
87.64479	66	0.3%
98.4556	65	0.3%
111.583015	65	0.3%
Other values (828)	18671	94.8%
(Missing)	225	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37.8868	105	0.5%
38.2734	1	< 0.1%
38.66	2	< 0.1%
39.0466	1	< 0.1%
39.4332	1	< 0.1%

Value	Count	Frequency (%)
210.3104	107	0.5%
209.9238	3	< 0.1%
209.1506	4	< 0.1%
208.764	1	< 0.1%
208.3774	2	< 0.1%

crp
Real number (ℝ_≥0)

MISSING

Distinct	1207
Distinct (%)	6.2%
Missing	207
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.545735837
Minimum	0.1
Maximum	37.02
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.63
median	1.21
Q3	2.49
95-th percentile	8.9
Maximum	37.02
Range	36.92
Interquartile range (IQR)	1.86

Descriptive statistics

Standard deviation	4.504125058
Coefficient of variation (CV)	1.769282182
Kurtosis	27.87057685
Mean	2.545735837
Median Absolute Deviation (MAD)	0.71
Skewness	4.8409884
Sum	49611.3
Variance	20.28714254
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	523	2.7%
0.6	518	2.6%
0.7	497	2.5%
0.8	481	2.4%
0.9	473	2.4%
0.4	435	2.2%
1	399	2.0%
1.1	393	2.0%
1.3	378	1.9%
1.2	350	1.8%
Other values (1197)	15041	76.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	215	1.1%
0.19	111	0.6%
0.2	181	0.9%
0.21	45	0.2%
0.22	37	0.2%

Value	Count	Frequency (%)
37.02	100	0.5%
36.7	1	< 0.1%
36.35	1	< 0.1%
36.2	2	< 0.1%
36.1	1	< 0.1%

hbalc
Real number (ℝ_≥0)

Distinct	66
Distinct (%)	0.3%
Missing	113
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	5.617337351
Minimum	4.1
Maximum	10.6
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	4.1
5-th percentile	4.6
Q1	5.1
median	5.5
Q3	5.9
95-th percentile	7.1
Maximum	10.6
Range	6.5
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.8904415554
Coefficient of variation (CV)	0.1585166601
Kurtosis	9.001645311
Mean	5.617337351
Median Absolute Deviation (MAD)	0.4
Skewness	2.399274476
Sum	109998.7
Variance	0.7928861636
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.4	1274	6.5%
5.6	1252	6.4%
5.3	1252	6.4%
5.5	1225	6.2%
5.2	1210	6.1%
5.7	1144	5.8%
5.1	1124	5.7%
5.8	1112	5.6%
5	1081	5.5%
5.9	964	4.9%
Other values (56)	7944	40.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.1	116	0.6%
4.2	57	0.3%
4.3	91	0.5%
4.4	172	0.9%
4.5	248	1.3%

Value	Count	Frequency (%)
10.6	111	0.6%
10.5	8	< 0.1%
10.4	4	< 0.1%
10.3	6	< 0.1%
10.2	8	< 0.1%

ua
Real number (ℝ_≥0)

Distinct	2565
Distinct (%)	13.1%
Missing	189
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.691114677
Minimum	2.142
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	2.142
5-th percentile	2.8
Q1	3.71448
median	4.50576
Q3	5.48352
95-th percentile	7.2
Maximum	9
Range	6.858
Interquartile range (IQR)	1.76904

Descriptive statistics

Standard deviation	1.324802898
Coefficient of variation (CV)	0.2824068455
Kurtosis	0.3508401796
Mean	4.691114677
Median Absolute Deviation (MAD)	0.85848
Skewness	0.6715059351
Sum	91504.88288
Variance	1.755102717
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.4	340	1.7%
4.3	299	1.5%
5.1	299	1.5%
4.6	292	1.5%
4.7	288	1.5%
4.5	281	1.4%
3.9	280	1.4%
4.8	275	1.4%
5	275	1.4%
4	271	1.4%
Other values (2555)	16606	84.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.142	98	0.5%
2.14368	2	< 0.1%
2.14536	1	< 0.1%
2.1504	1	< 0.1%
2.15376	1	< 0.1%

Value	Count	Frequency (%)
9	112	0.6%
8.9	13	0.1%
8.8	17	0.1%
8.7	8	< 0.1%
8.6	16	0.1%

htc
Real number (ℝ_≥0)

Distinct	665
Distinct (%)	3.4%
Missing	134
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	41.41258167
Minimum	26.77
Maximum	57.6
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	26.77
5-th percentile	31.5
Q1	38
median	41.4
Q3	44.9
95-th percentile	50.8
Maximum	57.6
Range	30.83
Interquartile range (IQR)	6.9

Descriptive statistics

Standard deviation	5.637021357
Coefficient of variation (CV)	0.136118569
Kurtosis	0.3229606389
Mean	41.41258167
Median Absolute Deviation (MAD)	3.5
Skewness	0.09707370626
Sum	810071.51
Variance	31.77600978
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	305	1.5%
39	271	1.4%
43	259	1.3%
38	249	1.3%
42	249	1.3%
30.4	241	1.2%
41	238	1.2%
44	223	1.1%
45	175	0.9%
37	175	0.9%
Other values (655)	17176	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26.77	107	0.5%
26.8	4	< 0.1%
26.88	1	< 0.1%
26.9	2	< 0.1%
26.93	1	< 0.1%

Value	Count	Frequency (%)
57.6	112	0.6%
57.5	4	< 0.1%
57.45	1	< 0.1%
57.4	3	< 0.1%
57.3	2	< 0.1%

hgb
Real number (ℝ_≥0)

MISSING

Distinct	198
Distinct (%)	1.0%
Missing	354
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	14.00615356
Minimum	8.9
Maximum	21.8
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	8.9
5-th percentile	11
Q1	12.7
median	13.9
Q3	15.1
95-th percentile	17.3
Maximum	21.8
Range	12.9
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	1.969609969
Coefficient of variation (CV)	0.1406246162
Kurtosis	1.326235474
Mean	14.00615356
Median Absolute Deviation (MAD)	1.2
Skewness	0.5131756382
Sum	270893.016
Variance	3.879363429
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.7	464	2.4%
13.1	452	2.3%
13.9	447	2.3%
13.6	443	2.2%
14.1	437	2.2%
13.4	430	2.2%
13.8	430	2.2%
14.2	425	2.2%
14	420	2.1%
13.5	417	2.1%
Other values (188)	14976	76.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.9	91	0.5%
9	12	0.1%
9.1	5	< 0.1%
9.2	11	0.1%
9.3	111	0.6%

Value	Count	Frequency (%)
21.8	96	0.5%
21.7	6	< 0.1%
21.6	3	< 0.1%
21.5	6	< 0.1%
21.4	2	< 0.1%

cysc
Real number (ℝ_≥0)

MISSING

Distinct	140
Distinct (%)	0.8%
Missing	2576
Missing (%)	13.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.9292896781
Minimum	0.5
Maximum	1.91
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.62
Q1	0.78
median	0.9
Q3	1.03
95-th percentile	1.35
Maximum	1.91
Range	1.41
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.2263221804
Coefficient of variation (CV)	0.2435431983
Kurtosis	2.103175456
Mean	0.9292896781
Median Absolute Deviation (MAD)	0.13
Skewness	1.116043575
Sum	15908.51
Variance	0.05122172932
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.94	386	2.0%
0.95	384	1.9%
0.83	383	1.9%
0.85	380	1.9%
0.9	354	1.8%
0.88	353	1.8%
0.96	352	1.8%
0.87	351	1.8%
0.86	345	1.8%
0.93	345	1.8%
Other values (130)	13486	68.5%
(Missing)	2576	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5	63	0.3%
0.51	15	0.1%
0.52	28	0.1%
0.53	23	0.1%
0.54	29	0.1%

Value	Count	Frequency (%)
1.91	69	0.4%
1.89	2	< 0.1%
1.88	3	< 0.1%
1.87	7	< 0.1%
1.86	4	< 0.1%

age
Real number (ℝ_≥0)

Distinct	537
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	60.74826524
Minimum	40
Maximum	85
Zeros	0
Zeros (%)	0.0%
Memory size	153.9 KiB

Quantile statistics

Minimum	40
5-th percentile	47
Q1	53.416668
median	60.166668
Q3	66.916664
95-th percentile	77.166664
Maximum	85
Range	45
Interquartile range (IQR)	13.499996

Descriptive statistics

Standard deviation	9.160124547
Coefficient of variation (CV)	0.150788249
Kurtosis	-0.5620874482
Mean	60.74826524
Median Absolute Deviation (MAD)	6.75
Skewness	0.3124301431
Sum	1196437.084
Variance	83.90788172
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.583336	96	0.5%
58.583332	93	0.5%
59.416668	91	0.5%
60.833332	87	0.4%
62.083332	86	0.4%
62.583332	85	0.4%
60.666668	83	0.4%
60.583332	82	0.4%
61.583332	81	0.4%
57.916668	81	0.4%
Other values (527)	18830	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	2	< 0.1%
40.166668	2	< 0.1%
40.25	2	< 0.1%
40.416668	2	< 0.1%
40.5	1	< 0.1%

Value	Count	Frequency (%)
85	3	< 0.1%
84.916664	3	< 0.1%
84.833336	5	< 0.1%
84.75	4	< 0.1%
84.666664	2	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	cysc	age
0	0	123.666664	67.333336	55.333332	9.6	72.9	198.0	19.43894	95.94	0.9831	254.3828	63.720	63.4024	175.9030	0.98	4.6	3.59520	57.6	20.2	0.92	48.166668
1	1	143.333330	74.666664	67.666664	5.3	95.4	179.0	12.35241	94.14	0.8814	205.6712	57.525	61.4694	131.0574	0.34	4.9	5.24664	52.0	17.4	NaN	59.916668
2	2	178.666670	87.000000	55.000000	7.5	88.3	271.0	22.09989	105.84	1.1526	168.1710	88.500	47.1652	98.9696	5.67	4.8	4.55952	44.5	14.9	1.34	60.833332
3	3	191.000000	106.333336	58.333332	4.7	86.1	208.0	15.62958	87.48	0.6554	219.9754	91.155	46.0054	154.2534	2.47	4.6	3.44736	46.0	16.1	0.91	67.666664
4	4	118.333336	54.000000	53.666668	8.3	85.6	290.0	13.22072	95.76	0.9040	168.9442	109.740	40.9796	103.2222	0.76	4.8	5.20128	43.8	14.6	1.23	79.333336
5	5	100.000000	64.333336	63.666668	4.6	79.9	294.0	20.02715	89.28	0.6667	217.2692	102.660	49.0982	148.8410	1.17	4.8	3.03408	41.9	13.6	0.95	55.833332
6	6	108.000000	70.000000	53.666668	6.3	89.3	228.0	21.98785	103.86	0.8927	209.1506	108.855	49.8714	135.6966	0.45	4.6	3.78000	46.9	16.0	NaN	59.583332
7	7	108.666664	69.000000	74.333336	8.7	91.2	278.0	8.31897	94.68	1.0396	151.9338	110.625	43.6858	84.6654	0.64	4.5	5.78928	43.4	14.6	0.91	45.333332
8	8	166.000000	87.666664	59.333332	11.4	88.2	417.0	12.88460	118.08	0.5085	172.4236	53.985	51.4178	100.9026	2.71	4.8	2.32512	35.2	12.5	0.86	64.666664
9	9	124.666664	82.333336	78.333336	7.9	87.0	285.0	18.31854	96.66	0.6667	127.1914	132.750	56.0570	40.2064	0.57	4.4	4.91064	49.7	17.3	0.74	57.000000

Last rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	cysc	age
19685	19903	144.000000	82.333336	65.000000	7.4	97.1	203.0	15.966384	115.315315	0.825792	179.15057	49.55752	48.648647	112.741310	1.0	6.3	5.6	52.6	16.4	0.93	71.666664
19686	19904	114.333336	70.333336	75.333336	6.0	91.2	216.0	12.324928	88.288290	0.800905	233.59073	89.38053	57.142857	158.301160	3.2	6.3	5.1	49.6	15.0	0.95	65.250000
19687	19905	100.666664	64.000000	61.000000	7.7	104.8	172.0	11.484592	84.684685	0.731901	181.46718	115.04425	49.420850	111.196915	4.8	6.1	5.6	47.7	15.3	0.85	76.250000
19688	19906	108.000000	70.666664	94.666664	6.1	106.3	218.0	19.047615	106.306305	0.466064	286.48650	500.00000	30.115830	128.185330	25.6	7.0	5.4	55.2	18.7	0.95	61.083332
19689	19907	113.000000	70.666664	83.333336	5.8	93.0	221.0	16.806720	122.522520	0.642534	211.19691	90.26549	57.915060	131.660230	0.7	7.1	5.4	42.8	13.2	0.99	69.583336
19690	19908	144.333330	71.333336	67.333336	8.8	91.5	220.0	14.005600	90.090090	0.756788	164.09267	81.41593	52.123554	99.227800	0.8	6.5	4.4	49.3	15.6	0.89	59.916668
19691	19909	116.666664	72.000000	63.666668	5.9	91.6	224.0	10.924368	86.486490	0.466064	249.03474	201.76991	55.598457	153.667950	1.7	6.6	5.1	47.8	15.2	0.75	52.416668
19692	19910	146.333330	98.000000	79.000000	4.8	102.2	161.0	15.406160	100.900900	0.652715	229.34363	244.24779	71.814674	123.166020	3.6	5.6	6.5	36.7	12.0	0.87	60.750000
19693	19911	123.333336	77.333336	61.333332	3.6	89.4	201.0	12.605040	109.909910	0.792987	191.89189	255.75221	43.243244	93.050190	0.8	5.5	4.3	38.5	13.2	0.84	52.333332
19694	19912	109.000000	71.000000	64.666664	3.3	96.9	176.0	16.246496	93.693695	0.832579	209.65251	106.19469	41.698840	145.945950	0.8	6.0	5.0	41.3	13.8	0.50	57.583332

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows